They would still have worn full armor in case they didn't run away - Ned, even a young, snot-nosed, wet-behind-the-ears punk twenty-something Ned wouldn't take that chance. I suspect those warhorses would be used to the weight of armor which wasn't really all that heavy to something that weighs 2000 lbs.